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Automation Risk Analysis

Will “Molded Goods Spot Picker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Molded Goods Spot Picker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Molded Goods Spot Picker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Position products, components, or parts for testing.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Notify supervisors or other personnel of production problems.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Recommend necessary corrective actions, based on inspection results.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Compute defect percentages or averages, using formulas and calculators.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Analyze test data, making computations as necessary, to determine test results.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Collect or select samples for testing or for use as models.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Compute usable amounts of items in shipments.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

Technologies & Software

  • Tolerance analysis software
  • Minitab
  • IBM Lotus Notes
  • DeepSeek
  • Medical condition coding software
  • Statistical process control SPC data collection devices
  • Mistral (Mistral AI)
  • Sight Machine AI
  • Inspection marking systems
  • Microsoft Excel
  • Cybermetrics GAGETrak
  • Verisurf Metrology
  • Apache Pig
  • Microsoft Office software
  • IBM Notes
  • Grok (xAI)
  • Database software
  • FileMaker Pro
  • Microsoft Outlook
  • Dassault Systemes CATIA
  • Cognex Vision AI
  • Coordinate measuring machine software
  • ABB AI Robotics
  • Wilcox Associates PC-DMIS Inspection Planner
  • Autodesk AutoCAD
  • Microsoft Access
  • Rockwell Automation AI
  • R
  • Mastercam Design
  • ChatGPT (OpenAI)
  • Selenium
  • Extensible markup language XML
  • Structured query language SQL
  • Siemens Industrial AI
  • Gemini (Google)
  • Atlassian JIRA
  • Kimi (Moonshot AI)
  • Design of experiments DOE software
  • Data entry software
  • Data analysis software
  • Claude (Anthropic)
  • Llama (Meta)
  • Microsoft Visio
  • Mastercam computer-aided design and manufacturing software
  • Label inspection systems
  • Nova (Amazon)
  • Computer-aided inspection software
  • Qwen (Alibaba)
  • Dassault Systemes SolidWorks
  • Computer assisted design software
  • Microsoft PowerPoint
  • Microsoft SharePoint
  • Apache Hive
  • SAP software
  • Skype
  • The MathWorks MATLAB
  • Microsoft Word
  • Laser shearography flaw detectors
  • Digital resistance thermometers
  • Plotters
  • Radiographic flaw detectors
  • Null-balance acceleration instruments
  • Sampling oscilloscopes
  • Multimeters
  • Ductility testers
  • Pi tapes
  • Moisture meters
  • Conductivity meters
  • In-circuit testers
  • Vibration and shaker systems
  • Metallurgical microscopes
  • Manufacturing defect analyzers MDA
  • Depth gauges
  • Backplane testers
  • Ammeters
  • Digital multimeters
  • Hipot testers
  • Holographic interferometers
  • Environmental chambers
  • Compression testers
  • Optical gauges
  • Pulse generators
  • Laser thickness gauges
  • Shear testers
  • Plug gauges
  • Overhead cranes
  • Hardness testers
  • Personal computers
  • Bit error rate testers BERT
  • Capacitive acceleration instruments
  • Creep and stress relaxation testers
  • Gloss meters
  • Direct current DC power testers
  • Bubble leak testers
  • Thread gauges
  • Linear or mixed signal equipment
  • Continuity testers
  • Impact toughness testers
  • Beta gauges
  • Sorting machines
  • Pin gauges
  • Calipers
  • Fatigue testers
  • Resonance acceleration instruments
  • Impact hammers
  • Verisurf CMM Master
  • Resistivity meters
  • Resistance meters
  • Force transducers
  • Utrasonic flaw detectors
  • Verisurf Master3DGage
  • Shock testers
  • Frequency meters
  • Optical comparators
  • Verisurf 3Dgage
  • Function generators
  • Hydraulic lifts
  • Coordinate measuring machines CMM
  • Logic test systems
  • Calorimetric leak testers
  • Tensile testers
  • Measuring microscopes
  • Signal generators
  • Digital voltmeters DVM
  • Return loss calibrator RLC passive component testers
  • Height gauges
  • Hydraulic pumps
  • Frequency counters
  • Magnetic induction acceleration instruments
  • Industrial bench scales
  • Eddy current flaw detectors
  • Penetrant flaw detectors
  • Forklifts
  • Eddy current probes
  • Micrometers
  • Printed circuit board PCB testers
  • Piezoelectric acceleration instruments
  • Digital resistance meters
  • Accelerometers
  • Color spectrometers
  • Power meters
  • Viscometers
  • Magnetic particle flaw detectors
  • Mass flow leak testers
  • Strain gauges

Alternative Job Titles